SGD is fast but not necessarily more accurate. If you've got lots and lots of data, then a simple yet fast approach is likely to be a good choice to start with.
I also found a blog post that figured the diagram, with some background infos:
http://peekaboo-vision.blogspot.de/2013/01/machine-learning-...
There are many others too, but with few points and comments